GGDA: Group guided data association for multiple object tracking
MOT17-01-DPM
Short name:
GGDA
Detector:
Public
Description:
Reference:
Last submitted:
August 28, 2022 (5 months ago)
Published:
August 28, 2022 at 19:27:43 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
cpu i7-9700K, gpu 2080ti, ram 64GB
Runtime:
4.4 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17 | 81.0 | 80.0 | 64.0 | 1,322 (56.1) | 355 (15.1) | 25,786 | 79,882 | 85.8 | 94.9 | 63.7 | 64.7 | 70.3 | 75.7 | 70.3 | 77.7 | 82.6 | 1.5 | 1,335 (0.0) | 4,241 (0.0) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17-01-DPM | 63.1 | 65.2 | 54.1 | 13 | 5 | 458 | 1,903 | 70.5 | 90.8 | 56.2 | 52.2 | 61.9 | 78.5 | 58.0 | 74.7 | 83.1 | 1.0 | 18 | 51 |
| MOT17-01-FRCNN | 63.1 | 65.2 | 54.2 | 13 | 5 | 460 | 1,906 | 70.4 | 90.8 | 56.3 | 52.2 | 62.0 | 78.5 | 57.9 | 74.7 | 83.1 | 1.0 | 16 | 52 |
| MOT17-01-SDP | 63.1 | 65.2 | 54.1 | 13 | 5 | 459 | 1,906 | 70.4 | 90.8 | 56.2 | 52.1 | 61.9 | 78.5 | 57.9 | 74.7 | 83.0 | 1.0 | 16 | 54 |
| MOT17-03-DPM | 92.6 | 90.6 | 71.9 | 144 | 0 | 3,631 | 3,994 | 96.2 | 96.5 | 71.4 | 72.6 | 76.9 | 79.8 | 78.4 | 78.7 | 82.5 | 2.4 | 82 | 627 |
| MOT17-03-FRCNN | 92.6 | 90.6 | 71.9 | 144 | 0 | 3,662 | 4,027 | 96.2 | 96.5 | 71.4 | 72.7 | 76.9 | 79.8 | 78.4 | 78.7 | 82.5 | 2.4 | 77 | 629 |
| MOT17-03-SDP | 92.6 | 90.6 | 71.8 | 144 | 0 | 3,643 | 4,010 | 96.2 | 96.5 | 71.4 | 72.6 | 76.9 | 79.8 | 78.4 | 78.7 | 82.5 | 2.4 | 76 | 636 |
| MOT17-06-DPM | 65.9 | 68.4 | 54.5 | 113 | 56 | 968 | 2,990 | 74.6 | 90.1 | 54.3 | 55.1 | 71.4 | 64.9 | 61.6 | 74.3 | 82.9 | 0.8 | 61 | 119 |
| MOT17-06-FRCNN | 65.9 | 68.4 | 54.5 | 114 | 56 | 970 | 2,993 | 74.6 | 90.1 | 54.3 | 55.1 | 71.4 | 65.0 | 61.5 | 74.3 | 82.9 | 0.8 | 61 | 126 |
| MOT17-06-SDP | 65.9 | 68.4 | 54.5 | 113 | 56 | 969 | 2,992 | 74.6 | 90.1 | 54.2 | 55.1 | 71.4 | 64.9 | 61.6 | 74.3 | 82.9 | 0.8 | 61 | 120 |
| MOT17-07-DPM | 74.7 | 66.5 | 54.3 | 35 | 3 | 978 | 3,227 | 80.9 | 93.3 | 48.0 | 61.6 | 53.8 | 67.8 | 67.3 | 77.7 | 83.0 | 2.0 | 71 | 170 |
| MOT17-07-FRCNN | 74.7 | 66.6 | 54.4 | 35 | 2 | 978 | 3,223 | 80.9 | 93.3 | 48.0 | 61.7 | 53.9 | 67.9 | 67.3 | 77.7 | 83.0 | 2.0 | 71 | 165 |
| MOT17-07-SDP | 74.7 | 66.6 | 54.3 | 35 | 3 | 981 | 3,231 | 80.9 | 93.3 | 48.0 | 61.6 | 53.8 | 67.9 | 67.3 | 77.6 | 83.0 | 2.0 | 69 | 173 |
| MOT17-08-DPM | 67.2 | 53.7 | 47.3 | 40 | 6 | 1,671 | 5,108 | 75.8 | 90.6 | 40.4 | 56.5 | 50.5 | 58.1 | 62.8 | 75.1 | 82.6 | 2.7 | 158 | 232 |
| MOT17-08-FRCNN | 67.1 | 53.7 | 47.3 | 41 | 6 | 1,675 | 5,116 | 75.8 | 90.5 | 40.5 | 56.5 | 50.6 | 58.1 | 62.8 | 75.0 | 82.6 | 2.7 | 154 | 236 |
| MOT17-08-SDP | 67.1 | 53.6 | 47.3 | 39 | 5 | 1,674 | 5,112 | 75.8 | 90.5 | 40.5 | 56.5 | 50.6 | 58.1 | 62.8 | 75.0 | 82.6 | 2.7 | 158 | 238 |
| MOT17-12-DPM | 71.8 | 79.5 | 63.9 | 46 | 17 | 288 | 2,136 | 75.4 | 95.8 | 67.9 | 60.3 | 73.9 | 80.8 | 64.6 | 82.1 | 85.9 | 0.3 | 18 | 65 |
| MOT17-12-FRCNN | 71.8 | 79.6 | 63.9 | 46 | 17 | 291 | 2,138 | 75.3 | 95.7 | 67.9 | 60.3 | 73.9 | 80.8 | 64.6 | 82.1 | 85.9 | 0.3 | 18 | 67 |
| MOT17-12-SDP | 71.8 | 79.6 | 64.0 | 46 | 17 | 291 | 2,139 | 75.3 | 95.7 | 68.0 | 60.3 | 74.1 | 80.8 | 64.6 | 82.1 | 85.9 | 0.3 | 18 | 66 |
| MOT17-14-DPM | 57.4 | 69.0 | 48.5 | 49 | 32 | 579 | 7,244 | 60.8 | 95.1 | 52.9 | 44.8 | 56.7 | 76.9 | 47.8 | 74.7 | 80.4 | 0.8 | 46 | 138 |
| MOT17-14-FRCNN | 57.4 | 69.0 | 48.5 | 49 | 32 | 579 | 7,242 | 60.8 | 95.1 | 52.9 | 44.8 | 56.7 | 76.9 | 47.8 | 74.7 | 80.3 | 0.8 | 44 | 136 |
| MOT17-14-SDP | 57.4 | 69.0 | 48.5 | 50 | 32 | 581 | 7,245 | 60.8 | 95.1 | 52.9 | 44.8 | 56.8 | 76.9 | 47.8 | 74.7 | 80.3 | 0.8 | 42 | 141 |
Raw data:
